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Titanic Survival Prediction

Predicting Titanic passenger survival with ML/DL models, exploratory data analysis, and data visualization on the classic dataset.

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Titanic Survival Prediction
machine-learningclassificationeda

Key Highlights

Feature engineering: title extraction, family size, cabin deck

Missing value imputation strategies compared

Ensemble of gradient boosting + random forest

Survival probability visualization by demographic

Cross-validation accuracy ~82%

Tech Stack

Pythonscikit-learnXGBoostPandasMatplotlib

GitHub Repository

github.com/ErdoganPeker/Titanic-Survival-Prediction